{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "209dd48e",
   "metadata": {},
   "source": [
    "* 1、API for AI 有哪些人工智能的分类\n",
    "> 1. 计算机视觉\n",
    "> 2. 语义识别\n",
    "> 3. 自然语言处理\n",
    "> 4. 推荐系统\n",
    "* 2、机器学习的概念\n",
    "> 1. 有一定规范的数据\n",
    "> 2. 输入特征值\n",
    "> 3. 什么事泛化\n",
    "* 3、数据科学的基本流程四个循环环节:\n",
    "> 1. 问题定义\n",
    "> 2. ETL和特征值提取\n",
    "> 3. 学习（机器）\n",
    "> 4. 模型部署"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed67109a",
   "metadata": {},
   "source": [
    "## requests发送请求(GET)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fd038b54",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "r = requests.get('https://api.github.com/events')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "586e003e",
   "metadata": {},
   "source": [
    "### status_code作为响应状态（200无错）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "19df60d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41bf343e",
   "metadata": {},
   "source": [
    "### content作为响应内容\n",
    "* 数据样态？(看到所有数据格式的网页信息   HTML格式：静态页面；  字典格式（大括号）：json页面)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7cb50819",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "85d55186",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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     "execution_count": 3,
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    "r.text"
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  {
   "cell_type": "markdown",
   "id": "2a16e930",
   "metadata": {},
   "source": [
    "### json()观察结果\n",
    "* 结论？"
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  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9ee4281d",
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       "      'disabled': False,\n",
       "      'open_issues_count': 504,\n",
       "      'license': {'key': 'apache-2.0',\n",
       "       'name': 'Apache License 2.0',\n",
       "       'spdx_id': 'Apache-2.0',\n",
       "       'url': 'https://api.github.com/licenses/apache-2.0',\n",
       "       'node_id': 'MDc6TGljZW5zZTI='},\n",
       "      'allow_forking': True,\n",
       "      'is_template': False,\n",
       "      'topics': ['cuda',\n",
       "       'deep-learning',\n",
       "       'deep-neural-networks',\n",
       "       'distributed',\n",
       "       'machine-learning',\n",
       "       'ml',\n",
       "       'neural-network'],\n",
       "      'visibility': 'public',\n",
       "      'forks': 379,\n",
       "      'open_issues': 504,\n",
       "      'watchers': 3082,\n",
       "      'default_branch': 'master'}},\n",
       "    '_links': {'self': {'href': 'https://api.github.com/repos/Oneflow-Inc/oneflow/pulls/7799'},\n",
       "     'html': {'href': 'https://github.com/Oneflow-Inc/oneflow/pull/7799'},\n",
       "     'issue': {'href': 'https://api.github.com/repos/Oneflow-Inc/oneflow/issues/7799'},\n",
       "     'comments': {'href': 'https://api.github.com/repos/Oneflow-Inc/oneflow/issues/7799/comments'},\n",
       "     'review_comments': {'href': 'https://api.github.com/repos/Oneflow-Inc/oneflow/pulls/7799/comments'},\n",
       "     'review_comment': {'href': 'https://api.github.com/repos/Oneflow-Inc/oneflow/pulls/comments{/number}'},\n",
       "     'commits': {'href': 'https://api.github.com/repos/Oneflow-Inc/oneflow/pulls/7799/commits'},\n",
       "     'statuses': {'href': 'https://api.github.com/repos/Oneflow-Inc/oneflow/statuses/1c9595e54bd716281d976b73d2db5946ea62fcc8'}},\n",
       "    'author_association': 'CONTRIBUTOR',\n",
       "    'auto_merge': None,\n",
       "    'active_lock_reason': None}},\n",
       "  'public': True,\n",
       "  'created_at': '2022-03-15T01:44:42Z',\n",
       "  'org': {'id': 24632470,\n",
       "   'login': 'Oneflow-Inc',\n",
       "   'gravatar_id': '',\n",
       "   'url': 'https://api.github.com/orgs/Oneflow-Inc',\n",
       "   'avatar_url': 'https://avatars.githubusercontent.com/u/24632470?'}},\n",
       " {'id': '20747511425',\n",
       "  'type': 'ForkEvent',\n",
       "  'actor': {'id': 87843954,\n",
       "   'login': 'Hdr-distributions',\n",
       "   'display_login': 'Hdr-distributions',\n",
       "   'gravatar_id': '',\n",
       "   'url': 'https://api.github.com/users/Hdr-distributions',\n",
       "   'avatar_url': 'https://avatars.githubusercontent.com/u/87843954?'},\n",
       "  'repo': {'id': 175205601,\n",
       "   'name': 'azz/prettier-config',\n",
       "   'url': 'https://api.github.com/repos/azz/prettier-config'},\n",
       "  'payload': {'forkee': {'id': 469967377,\n",
       "    'node_id': 'R_kgDOHAMiEQ',\n",
       "    'name': 'prettier-config',\n",
       "    'full_name': 'Hdr-distributions/prettier-config',\n",
       "    'private': False,\n",
       "    'owner': {'login': 'Hdr-distributions',\n",
       "     'id': 87843954,\n",
       "     'node_id': 'MDEyOk9yZ2FuaXphdGlvbjg3ODQzOTU0',\n",
       "     'avatar_url': 'https://avatars.githubusercontent.com/u/87843954?v=4',\n",
       "     'gravatar_id': '',\n",
       "     'url': 'https://api.github.com/users/Hdr-distributions',\n",
       "     'html_url': 'https://github.com/Hdr-distributions',\n",
       "     'followers_url': 'https://api.github.com/users/Hdr-distributions/followers',\n",
       "     'following_url': 'https://api.github.com/users/Hdr-distributions/following{/other_user}',\n",
       "     'gists_url': 'https://api.github.com/users/Hdr-distributions/gists{/gist_id}',\n",
       "     'starred_url': 'https://api.github.com/users/Hdr-distributions/starred{/owner}{/repo}',\n",
       "     'subscriptions_url': 'https://api.github.com/users/Hdr-distributions/subscriptions',\n",
       "     'organizations_url': 'https://api.github.com/users/Hdr-distributions/orgs',\n",
       "     'repos_url': 'https://api.github.com/users/Hdr-distributions/repos',\n",
       "     'events_url': 'https://api.github.com/users/Hdr-distributions/events{/privacy}',\n",
       "     'received_events_url': 'https://api.github.com/users/Hdr-distributions/received_events',\n",
       "     'type': 'Organization',\n",
       "     'site_admin': False},\n",
       "    'html_url': 'https://github.com/Hdr-distributions/prettier-config',\n",
       "    'description': 'My personal Prettier configuration',\n",
       "    'fork': True,\n",
       "    'url': 'https://api.github.com/repos/Hdr-distributions/prettier-config',\n",
       "    'forks_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/forks',\n",
       "    'keys_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/keys{/key_id}',\n",
       "    'collaborators_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/collaborators{/collaborator}',\n",
       "    'teams_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/teams',\n",
       "    'hooks_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/hooks',\n",
       "    'issue_events_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/issues/events{/number}',\n",
       "    'events_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/events',\n",
       "    'assignees_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/assignees{/user}',\n",
       "    'branches_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/branches{/branch}',\n",
       "    'tags_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/tags',\n",
       "    'blobs_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/git/blobs{/sha}',\n",
       "    'git_tags_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/git/tags{/sha}',\n",
       "    'git_refs_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/git/refs{/sha}',\n",
       "    'trees_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/git/trees{/sha}',\n",
       "    'statuses_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/statuses/{sha}',\n",
       "    'languages_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/languages',\n",
       "    'stargazers_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/stargazers',\n",
       "    'contributors_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/contributors',\n",
       "    'subscribers_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/subscribers',\n",
       "    'subscription_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/subscription',\n",
       "    'commits_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/commits{/sha}',\n",
       "    'git_commits_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/git/commits{/sha}',\n",
       "    'comments_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/comments{/number}',\n",
       "    'issue_comment_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/issues/comments{/number}',\n",
       "    'contents_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/contents/{+path}',\n",
       "    'compare_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/compare/{base}...{head}',\n",
       "    'merges_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/merges',\n",
       "    'archive_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/{archive_format}{/ref}',\n",
       "    'downloads_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/downloads',\n",
       "    'issues_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/issues{/number}',\n",
       "    'pulls_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/pulls{/number}',\n",
       "    'milestones_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/milestones{/number}',\n",
       "    'notifications_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/notifications{?since,all,participating}',\n",
       "    'labels_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/labels{/name}',\n",
       "    'releases_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/releases{/id}',\n",
       "    'deployments_url': 'https://api.github.com/repos/Hdr-distributions/prettier-config/deployments',\n",
       "    'created_at': '2022-03-15T01:44:41Z',\n",
       "    'updated_at': '2022-02-14T00:12:00Z',\n",
       "    'pushed_at': '2019-03-12T12:30:47Z',\n",
       "    'git_url': 'git://github.com/Hdr-distributions/prettier-config.git',\n",
       "    'ssh_url': 'git@github.com:Hdr-distributions/prettier-config.git',\n",
       "    'clone_url': 'https://github.com/Hdr-distributions/prettier-config.git',\n",
       "    'svn_url': 'https://github.com/Hdr-distributions/prettier-config',\n",
       "    'homepage': 'https://npm.im/@azz/prettier-config',\n",
       "    'size': 0,\n",
       "    'stargazers_count': 0,\n",
       "    'watchers_count': 0,\n",
       "    'language': None,\n",
       "    'has_issues': False,\n",
       "    'has_projects': False,\n",
       "    'has_downloads': True,\n",
       "    'has_wiki': False,\n",
       "    'has_pages': False,\n",
       "    'forks_count': 0,\n",
       "    'mirror_url': None,\n",
       "    'archived': False,\n",
       "    'disabled': False,\n",
       "    'open_issues_count': 0,\n",
       "    'license': None,\n",
       "    'allow_forking': True,\n",
       "    'is_template': False,\n",
       "    'topics': [],\n",
       "    'visibility': 'public',\n",
       "    'forks': 0,\n",
       "    'open_issues': 0,\n",
       "    'watchers': 0,\n",
       "    'default_branch': 'main',\n",
       "    'public': True}},\n",
       "  'public': True,\n",
       "  'created_at': '2022-03-15T01:44:42Z'},\n",
       " {'id': '20747511443',\n",
       "  'type': 'WatchEvent',\n",
       "  'actor': {'id': 12694849,\n",
       "   'login': 'BayramInanc',\n",
       "   'display_login': 'BayramInanc',\n",
       "   'gravatar_id': '',\n",
       "   'url': 'https://api.github.com/users/BayramInanc',\n",
       "   'avatar_url': 'https://avatars.githubusercontent.com/u/12694849?'},\n",
       "  'repo': {'id': 123140671,\n",
       "   'name': 'RxSwiftCommunity/RxVision',\n",
       "   'url': 'https://api.github.com/repos/RxSwiftCommunity/RxVision'},\n",
       "  'payload': {'action': 'started'},\n",
       "  'public': True,\n",
       "  'created_at': '2022-03-15T01:44:42Z',\n",
       "  'org': {'id': 15903991,\n",
       "   'login': 'RxSwiftCommunity',\n",
       "   'gravatar_id': '',\n",
       "   'url': 'https://api.github.com/orgs/RxSwiftCommunity',\n",
       "   'avatar_url': 'https://avatars.githubusercontent.com/u/15903991?'}},\n",
       " {'id': '20747511431',\n",
       "  'type': 'CreateEvent',\n",
       "  'actor': {'id': 80514558,\n",
       "   'login': 'Infernape-mb',\n",
       "   'display_login': 'Infernape-mb',\n",
       "   'gravatar_id': '',\n",
       "   'url': 'https://api.github.com/users/Infernape-mb',\n",
       "   'avatar_url': 'https://avatars.githubusercontent.com/u/80514558?'},\n",
       "  'repo': {'id': 469966528,\n",
       "   'name': 'Infernape-mb/crypto6',\n",
       "   'url': 'https://api.github.com/repos/Infernape-mb/crypto6'},\n",
       "  'payload': {'ref': 'main',\n",
       "   'ref_type': 'branch',\n",
       "   'master_branch': 'main',\n",
       "   'description': None,\n",
       "   'pusher_type': 'user'},\n",
       "  'public': True,\n",
       "  'created_at': '2022-03-15T01:44:42Z'},\n",
       " {'id': '20747511440',\n",
       "  'type': 'WatchEvent',\n",
       "  'actor': {'id': 87106525,\n",
       "   'login': 'hungphambkc',\n",
       "   'display_login': 'hungphambkc',\n",
       "   'gravatar_id': '',\n",
       "   'url': 'https://api.github.com/users/hungphambkc',\n",
       "   'avatar_url': 'https://avatars.githubusercontent.com/u/87106525?'},\n",
       "  'repo': {'id': 19082715,\n",
       "   'name': 'microg/GmsCore',\n",
       "   'url': 'https://api.github.com/repos/microg/GmsCore'},\n",
       "  'payload': {'action': 'started'},\n",
       "  'public': True,\n",
       "  'created_at': '2022-03-15T01:44:42Z',\n",
       "  'org': {'id': 2758598,\n",
       "   'login': 'microg',\n",
       "   'gravatar_id': '',\n",
       "   'url': 'https://api.github.com/orgs/microg',\n",
       "   'avatar_url': 'https://avatars.githubusercontent.com/u/2758598?'}},\n",
       " {'id': '20747511411',\n",
       "  'type': 'PushEvent',\n",
       "  'actor': {'id': 51147109,\n",
       "   'login': 'BraianMendes',\n",
       "   'display_login': 'BraianMendes',\n",
       "   'gravatar_id': '',\n",
       "   'url': 'https://api.github.com/users/BraianMendes',\n",
       "   'avatar_url': 'https://avatars.githubusercontent.com/u/51147109?'},\n",
       "  'repo': {'id': 278435472,\n",
       "   'name': 'BraianMendes/BraianMendes',\n",
       "   'url': 'https://api.github.com/repos/BraianMendes/BraianMendes'},\n",
       "  'payload': {'push_id': 9351961508,\n",
       "   'size': 1,\n",
       "   'distinct_size': 1,\n",
       "   'ref': 'refs/heads/master',\n",
       "   'head': '16ee73aae8dbfdb46f02eb840bf8240cc6e44ea7',\n",
       "   'before': '5ff0861c274a4dfa480215c1627543a80b27865a',\n",
       "   'commits': [{'sha': '16ee73aae8dbfdb46f02eb840bf8240cc6e44ea7',\n",
       "     'author': {'email': '41898282+github-actions[bot]@users.noreply.github.com',\n",
       "      'name': 'readme-bot'},\n",
       "     'message': 'Updated with Dev Metrics',\n",
       "     'distinct': True,\n",
       "     'url': 'https://api.github.com/repos/BraianMendes/BraianMendes/commits/16ee73aae8dbfdb46f02eb840bf8240cc6e44ea7'}]},\n",
       "  'public': True,\n",
       "  'created_at': '2022-03-15T01:44:41Z'},\n",
       " {'id': '20747511401',\n",
       "  'type': 'PushEvent',\n",
       "  'actor': {'id': 2640861,\n",
       "   'login': 'rwwagner90',\n",
       "   'display_login': 'rwwagner90',\n",
       "   'gravatar_id': '',\n",
       "   'url': 'https://api.github.com/users/rwwagner90',\n",
       "   'avatar_url': 'https://avatars.githubusercontent.com/u/2640861?'},\n",
       "  'repo': {'id': 84850518,\n",
       "   'name': 'ember-learn/ember-cli-addon-docs',\n",
       "   'url': 'https://api.github.com/repos/ember-learn/ember-cli-addon-docs'},\n",
       "  'payload': {'push_id': 9351961493,\n",
       "   'size': 1,\n",
       "   'distinct_size': 1,\n",
       "   'ref': 'refs/heads/master',\n",
       "   'head': '4b4ea39e3dcfb8cb600f4d261cb7f63a33e3adab',\n",
       "   'before': '19f8677a165b6b00e54efda0eaba9f4a0e07d1e8',\n",
       "   'commits': [{'sha': '4b4ea39e3dcfb8cb600f4d261cb7f63a33e3adab',\n",
       "     'author': {'email': '49699333+dependabot[bot]@users.noreply.github.com',\n",
       "      'name': 'dependabot[bot]'},\n",
       "     'message': 'Bump mocha from 9.2.1 to 9.2.2 (#1166)\\n\\nBumps [mocha](https://github.com/mochajs/mocha) from 9.2.1 to 9.2.2.\\r\\n- [Release notes](https://github.com/mochajs/mocha/releases)\\r\\n- [Changelog](https://github.com/mochajs/mocha/blob/master/CHANGELOG.md)\\r\\n- [Commits](https://github.com/mochajs/mocha/compare/v9.2.1...v9.2.2)\\r\\n\\r\\n---\\r\\nupdated-dependencies:\\r\\n- dependency-name: mocha\\r\\n  dependency-type: direct:development\\r\\n  update-type: version-update:semver-patch\\r\\n...\\r\\n\\r\\nSigned-off-by: dependabot[bot] <support@github.com>\\r\\n\\r\\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>',\n",
       "     'distinct': True,\n",
       "     'url': 'https://api.github.com/repos/ember-learn/ember-cli-addon-docs/commits/4b4ea39e3dcfb8cb600f4d261cb7f63a33e3adab'}]},\n",
       "  'public': True,\n",
       "  'created_at': '2022-03-15T01:44:41Z',\n",
       "  'org': {'id': 18540472,\n",
       "   'login': 'ember-learn',\n",
       "   'gravatar_id': '',\n",
       "   'url': 'https://api.github.com/orgs/ember-learn',\n",
       "   'avatar_url': 'https://avatars.githubusercontent.com/u/18540472?'}}]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80bd2f46",
   "metadata": {},
   "source": [
    "### 观察payload的结果（传递url参数）ps：Symbol ? 标记"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "783f10ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {'key1': 'value1', 'key2': 'value2'}\n",
    "r = requests.get(\"http://httpbin.org/get\", params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "22203091",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'http://httpbin.org/get?key1=value1&key2=value2'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b143c3c0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "2bc96339",
   "metadata": {},
   "source": [
    "# 实践 face++(人脸识别)\n",
    "* API实践步骤\n",
    "> 1. 导入需要的requests模块\n",
    "> 2. 输入我们需要API网站注册的API_Key\n",
    "> 3. 目标url [base url]\n",
    "> 4. 沿用API文档的示范代码,准备我们的headers和图片(数据)\n",
    "> 5. 准备symbol ? 后面的数据,这里需要注意,一定要详细阅读API文档中的 “参数功能”,按照要求格式准备payload参数功能可能有:\n",
    ">> 1. 是否必要?必要的一定要准备好\n",
    ">> 2. 选填的一定是功能,要根据功能需求 好好填噢\n",
    "> 6. response响应。注意:\n",
    ">> 1. 详细阅读文档,注意请求方式(GET、POST、DELETE)\n",
    ">> 2. 注意json 和字典的差异 ,str vs dict\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8284589f",
   "metadata": {},
   "source": [
    "1. 导入request模块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3a31db07",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b07d9638",
   "metadata": {},
   "source": [
    "2.输入需要的API网站注册的API_key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ea17287b",
   "metadata": {},
   "outputs": [],
   "source": [
    "api_key = \"N4jJQNtBkzNgVcOqZV-P34mKhYPm0hk2\"\n",
    "api_secret = \"nNhPtXGnphFeKs0o7E_tALIoyuQ2hh7e\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3e04a8d",
   "metadata": {},
   "source": [
    "3.准备API测试接口的url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "60df79a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "face_detect = \"https://api-cn.faceplusplus.com/facepp/v3/detect\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32070d7c",
   "metadata": {},
   "source": [
    "4.调用方法POST"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c40000fd",
   "metadata": {},
   "source": [
    "5.准备url传递参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "f2a736b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {\n",
    "    \"api_key\":api_key,\n",
    "    \"api_secret\":api_secret,\n",
    "    \"image_url\":\"https://tse3-mm.cn.bing.net/th/id/OIP-C.28JKPK5pCDmmpsAg2P1otgHaNK?w=187&h=333&c=7&r=0&o=5&dpr=1.5&pid=1.7\",\n",
    "    \"return_attributes\":\"gender,age,smiling\"\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d721fb8c",
   "metadata": {},
   "source": [
    "6.发起请求"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "3ca9a743",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "r = requests.post(face_detect,params=payload)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc2e0871",
   "metadata": {},
   "source": [
    "r\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "876c4b4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'request_id': '1647745156,a3d0a614-33bc-44b8-b189-ab24692c8670',\n",
       " 'time_used': 718,\n",
       " 'faces': [{'face_token': '7d720aba5f53ac5ace2bbf1d22327a0a',\n",
       "   'face_rectangle': {'top': 128, 'left': 82, 'width': 87, 'height': 87},\n",
       "   'attributes': {'gender': {'value': 'Male'},\n",
       "    'age': {'value': 25},\n",
       "    'smile': {'value': 1.054, 'threshold': 50.0}}}],\n",
       " 'image_id': 'eKGYkBfR5Ia7jQd+Fi1Zcw==',\n",
       " 'face_num': 1}"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4b6b2ef7",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f810675e",
   "metadata": {},
   "source": [
    "# 1. 人脸分析API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "65fa5d85",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "api_key = \"N4jJQNtBkzNgVcOqZV-P34mKhYPm0hk2\"\n",
    "api_secret = \"nNhPtXGnphFeKs0o7E_tALIoyuQ2hh7e\"\n",
    "baseurl = \"https://api-cn.faceplusplus.com/facepp/v3/face/analyze\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "39fb4631",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {\n",
    "    \"api_key\":api_key,\n",
    "    \"api_secret\":api_secret,\n",
    "    \"face_tokens\":\"3055370c9639cd2f8e7bfaa397df7874\",\n",
    "    \"return_attributes\":\"beauty,age,emotion\"\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2e3fe941",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(baseurl,params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "054681cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "de0523c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'time_used': 138,\n",
       " 'request_id': '1647744877,dd874bb9-7ce9-4c0c-8989-ac9ae0326b82',\n",
       " 'faces': [{'attributes': {'emotion': {'sadness': 0.035,\n",
       "     'neutral': 48.391,\n",
       "     'disgust': 0.012,\n",
       "     'anger': 49.812,\n",
       "     'surprise': 1.726,\n",
       "     'fear': 0.012,\n",
       "     'happiness': 0.012},\n",
       "    'age': {'value': 19},\n",
       "    'beauty': {'female_score': 83.875, 'male_score': 84.147}},\n",
       "   'face_rectangle': {'width': 56, 'top': 63, 'left': 99, 'height': 56},\n",
       "   'face_token': '3055370c9639cd2f8e7bfaa397df7874'}]}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ce48765",
   "metadata": {},
   "source": [
    "# 2. 人脸对比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "734adabe",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "api_key = \"N4jJQNtBkzNgVcOqZV-P34mKhYPm0hk2\"\n",
    "api_secret = \"nNhPtXGnphFeKs0o7E_tALIoyuQ2hh7e\"\n",
    "base_url = \"https://api-cn.faceplusplus.com/facepp/v3/compare\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "2484389d",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {\n",
    "    \"api_key\":api_key,\n",
    "    \"api_secret\":api_secret,\n",
    "    \"image_url1\":\"https://tse1-mm.cn.bing.net/th/id/OIP-C.gjxPKO0RNxvbUH4V0G7UvQHaNK?w=187&h=333&c=7&r=0&o=5&dpr=1.5&pid=1.7\",\n",
    "    \"image_url2\":\"https://tse4-mm.cn.bing.net/th/id/OIP-C.hScFNCBvT0H9EP9BGjFPeAHaNK?w=187&h=333&c=7&r=0&o=5&dpr=1.5&pid=1.7\"\n",
    "    \n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "daea36c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(base_url,params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "d8898e68",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "21f151e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'request_id': '1647745032,1e416b7f-07ad-4277-bd71-cb151750257e',\n",
       " 'time_used': 996,\n",
       " 'confidence': 78.096,\n",
       " 'thresholds': {'1e-3': 62.327, '1e-4': 69.101, '1e-5': 73.975},\n",
       " 'faces1': [{'face_token': '21a20b38a7087db007386fb00b0e4d7a',\n",
       "   'face_rectangle': {'top': 86, 'left': 89, 'width': 107, 'height': 107}}],\n",
       " 'faces2': [{'face_token': 'bb0bb0a9f0b0f6ef3ea25a7e28b30ee7',\n",
       "   'face_rectangle': {'top': 104, 'left': 107, 'width': 70, 'height': 70}}],\n",
       " 'image_id1': 'eUkaDz9xO7qec+u8V+5/nw==',\n",
       " 'image_id2': 'fINgUNjbsPIDUSDA2BMVmQ=='}"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3654f16a",
   "metadata": {},
   "source": [
    "# 3.封装应用函数（内部使用的接口）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc62f999",
   "metadata": {},
   "source": [
    "## 1. 人脸检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "75ef3878",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 准备工作\n",
    "API_key = \"N4jJQNtBkzNgVcOqZV-P34mKhYPm0hk2\"\n",
    "API_secret = \"nNhPtXGnphFeKs0o7E_tALIoyuQ2hh7e\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "b993db47",
   "metadata": {},
   "outputs": [],
   "source": [
    "def face_detect(API_key,API_secret,image_url,landmark=None,attributes=None):\n",
    "    \"\"\"face++ 人脸检测\"\"\"\n",
    "    import requests\n",
    "    url = \"https://api-cn.faceplusplus.com/facepp/v3/detect\"\n",
    "    payload = {\n",
    "        \"api_key\":API_key,\n",
    "        \"api_secret\":API_secret,\n",
    "        \"image_url\":image_url,\n",
    "        \"return_landmark\":landmark,\n",
    "        \"return_attributes\":attributes\n",
    "    }\n",
    "    r = requests.post(url,params=payload)\n",
    "    return r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "258a8853",
   "metadata": {},
   "outputs": [],
   "source": [
    "images = face_detect(API_key,API_secret,\"https://tse3-mm.cn.bing.net/th/id/OIP-C.ROvnBG0EGmB6bvruK5Rj1wHaHa?w=197&h=197&c=7&r=0&o=5&dpr=1.5&pid=1.7\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "76e658d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'46cc331d852430ac48e14c7d691841c3'"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images[\"faces\"][0][\"face_token\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3adea908",
   "metadata": {},
   "source": [
    "## 作业：（回顾函数，位置参数，关键字参数）\n",
    "* 1.利用python函数的方法，封装 face++ 人脸检测，人脸分析和人脸对比\n",
    "* 2.人脸搜索API接口和人脸库API组\n",
    "* 3.尝试应用上述2，设计宿舍人脸识别系统应用（微信小程序）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a1264dd",
   "metadata": {},
   "source": [
    "1.1封装 人脸分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "fc6432f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "api_key = \"N4jJQNtBkzNgVcOqZV-P34mKhYPm0hk2\"\n",
    "api_secret = \"nNhPtXGnphFeKs0o7E_tALIoyuQ2hh7e\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "c0cfa88f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def face_analyze(api_key,api_secret,face_tokens,attributes=None):\n",
    "     import requests\n",
    "     url = \"https://api-cn.faceplusplus.com/facepp/v3/face/analyze\"\n",
    "     payload = {\n",
    "     \"api_key\":api_key,\n",
    "     \"api_secret\":api_secret,\n",
    "     \"face_tokens\":face_tokens,\n",
    "     \"return_attributes\":attributes\n",
    "}\n",
    "     r = requests.post(baseurl,params=payload)\n",
    "     return r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "792101f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "face = face_analyze(api_key,api_secret,\"3055370c9639cd2f8e7bfaa397df7874\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "ee8b433b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "48"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "face['time_used']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b17fa252",
   "metadata": {},
   "source": [
    "1.2人脸对比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "f999f84e",
   "metadata": {},
   "outputs": [],
   "source": [
    " def face_compare(api_key,api_secret,face_token1,face_token2):\n",
    "     import requests\n",
    "     url = \"https://api-cn.faceplusplus.com/facepp/v3/compare\"\n",
    "     payload = {\n",
    "     \"api_key\":api_key,\n",
    "     \"api_secret\":api_secret,\n",
    "     \"face_token1\":face_token1,\n",
    "     \"face_token2\":face_token2,   \n",
    "}\n",
    "     r = requests.post(url,params=payload)\n",
    "     return r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "a273ab98",
   "metadata": {},
   "outputs": [],
   "source": [
    "compare = face_compare(api_key,api_secret,\"3055370c9639cd2f8e7bfaa397df7874\",\"bb0bb0a9f0b0f6ef3ea25a7e28b30ee7\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "164fc72a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'1e-3': 62.327, '1e-4': 69.101, '1e-5': 73.975}"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "compare[\"thresholds\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a06c7ea5",
   "metadata": {},
   "source": [
    "2.人脸搜索API接口和人脸库API组"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7bd97c17",
   "metadata": {},
   "source": [
    "创建faceset_token(人脸库)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "8f978d3c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "api_key = \"N4jJQNtBkzNgVcOqZV-P34mKhYPm0hk2\"\n",
    "api_secret = \"nNhPtXGnphFeKs0o7E_tALIoyuQ2hh7e\"\n",
    "base_url = \"https://api-cn.faceplusplus.com/facepp/v3/faceset/create\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "5ba8e51d",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {\n",
    "    \"api_key\":api_key,\n",
    "    \"api_secret\":api_secret,\n",
    "    \"face_tokens\":\"3055370c9639cd2f8e7bfaa397df7874,4b52097794454fff0d99c327c6c6d8b8,7d720aba5f53ac5ace2bbf1d22327a0a\"\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "0f5f5c01",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(base_url,params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "4c77b985",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "9ba3de25",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': '3f7560c6df519fdd523939dc92682805',\n",
       " 'time_used': 778,\n",
       " 'face_count': 3,\n",
       " 'face_added': 3,\n",
       " 'request_id': '1647745218,80d1140d-ca65-44b8-8bfb-72596df676e9',\n",
       " 'outer_id': '',\n",
       " 'failure_detail': []}"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "486e3095",
   "metadata": {},
   "source": [
    "2.1人脸搜索"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8cdaac0b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "7aaf7022",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "api_key = \"N4jJQNtBkzNgVcOqZV-P34mKhYPm0hk2\"\n",
    "api_secret = \"nNhPtXGnphFeKs0o7E_tALIoyuQ2hh7e\"\n",
    "base_url = \"https://api-cn.faceplusplus.com/facepp/v3/search\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "a9d94caf",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {\n",
    "    \"api_key\":api_key,\n",
    "    \"api_secret\":api_secret,\n",
    "    \"image_url\":\"https://tse1-mm.cn.bing.net/th/id/OIP-C.m058ka_wvhohUxj-Xvt_6gHaJr?w=203&h=265&c=7&r=0&o=5&dpr=1.5&pid=1.7\",\n",
    "    'faceset_token': '3f7560c6df519fdd523939dc92682805'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "9341adf6",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(base_url,params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "c769d23a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "dc0e3a54",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'image_id': 'jEwiUsTCyEKoFxnEuaIt1g==',\n",
       " 'faces': [{'face_rectangle': {'width': 56,\n",
       "    'top': 63,\n",
       "    'left': 99,\n",
       "    'height': 56},\n",
       "   'face_token': 'b8f84fa578db30ac0265d37f953ebc25'}],\n",
       " 'time_used': 904,\n",
       " 'thresholds': {'1e-3': 62.327, '1e-5': 73.975, '1e-4': 69.101},\n",
       " 'request_id': '1647745451,9cb2e04e-d2d4-4c6a-aaca-8782ba3cc54a',\n",
       " 'results': [{'confidence': 97.16,\n",
       "   'user_id': '',\n",
       "   'face_token': '3055370c9639cd2f8e7bfaa397df7874'}]}"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fbb73ee3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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